{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import itertools\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = pd.DatetimeIndex(start=data.data['date'][0].decode('utf-8'), periods=len(data.data), freq='W-SAT')\n",
    "y = pd.DataFrame(data.data['co2'], index=index, columns=['co2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>co2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1958-03-29</th>\n",
       "      <td>316.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-05</th>\n",
       "      <td>317.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-12</th>\n",
       "      <td>317.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-19</th>\n",
       "      <td>317.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-26</th>\n",
       "      <td>316.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              co2\n",
       "1958-03-29  316.1\n",
       "1958-04-05  317.3\n",
       "1958-04-12  317.6\n",
       "1958-04-19  317.5\n",
       "1958-04-26  316.4"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2284, 1)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y.plot(figsize=(15, 6))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The 'MS' string groups the data in buckets by start of the month\n",
    "y = y['co2'].resample('MS').mean()\n",
    "\n",
    "# The term bfill means that we use the value before filling in missing values\n",
    "y = y.fillna(y.bfill())\n",
    "\n",
    "y.plot(figsize=(15, 6))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Examples of parameter combinations for Seasonal ARIMA...\n",
      "SARIMAX: (0, 0, 1) x (0, 0, 1, 12)\n",
      "SARIMAX: (0, 0, 1) x (0, 1, 0, 12)\n",
      "SARIMAX: (0, 1, 0) x (0, 1, 1, 12)\n",
      "SARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n"
     ]
    }
   ],
   "source": [
    "# Define the p, d and q parameters to take any value between 0 and 2\n",
    "p = d = q = range(0, 2)\n",
    "\n",
    "# Generate all different combinations of p, q and q triplets\n",
    "pdq = list(itertools.product(p, d, q))\n",
    "\n",
    "# Generate all different combinations of seasonal p, q and q triplets\n",
    "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))]\n",
    "\n",
    "print('Examples of parameter combinations for Seasonal ARIMA...')\n",
    "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ARIMA(0, 0, 0)x(0, 0, 0, 12)12 - AIC:7612.583429881011\n",
      "ARIMA(0, 0, 0)x(0, 0, 1, 12)12 - AIC:6787.343624040383\n",
      "ARIMA(0, 0, 0)x(0, 1, 0, 12)12 - AIC:1854.828234141261\n",
      "ARIMA(0, 0, 0)x(0, 1, 1, 12)12 - AIC:1596.7111727642769\n",
      "ARIMA(0, 0, 0)x(1, 0, 0, 12)12 - AIC:1058.9388921320035\n",
      "ARIMA(0, 0, 0)x(1, 0, 1, 12)12 - AIC:1056.2878510565101\n",
      "ARIMA(0, 0, 0)x(1, 1, 0, 12)12 - AIC:1361.6578977746117\n",
      "ARIMA(0, 0, 0)x(1, 1, 1, 12)12 - AIC:1044.7647912723444\n",
      "ARIMA(0, 0, 1)x(0, 0, 0, 12)12 - AIC:6881.048754229354\n",
      "ARIMA(0, 0, 1)x(0, 0, 1, 12)12 - AIC:6072.662327593792\n",
      "ARIMA(0, 0, 1)x(0, 1, 0, 12)12 - AIC:1379.1941066935976\n",
      "ARIMA(0, 0, 1)x(0, 1, 1, 12)12 - AIC:1241.4174716806674\n",
      "ARIMA(0, 0, 1)x(1, 0, 0, 12)12 - AIC:1085.52473663032\n",
      "ARIMA(0, 0, 1)x(1, 0, 1, 12)12 - AIC:830.4362118902802\n",
      "ARIMA(0, 0, 1)x(1, 1, 0, 12)12 - AIC:1119.5957893608688\n",
      "ARIMA(0, 0, 1)x(1, 1, 1, 12)12 - AIC:807.0912988074765\n",
      "ARIMA(0, 1, 0)x(0, 0, 0, 12)12 - AIC:1675.8086923024293\n",
      "ARIMA(0, 1, 0)x(0, 0, 1, 12)12 - AIC:1240.2211199194076\n",
      "ARIMA(0, 1, 0)x(0, 1, 0, 12)12 - AIC:633.442558698737\n",
      "ARIMA(0, 1, 0)x(0, 1, 1, 12)12 - AIC:337.7938548860577\n",
      "ARIMA(0, 1, 0)x(1, 0, 0, 12)12 - AIC:619.9501759215589\n",
      "ARIMA(0, 1, 0)x(1, 0, 1, 12)12 - AIC:376.9283759629344\n",
      "ARIMA(0, 1, 0)x(1, 1, 0, 12)12 - AIC:478.32969081647104\n",
      "ARIMA(0, 1, 0)x(1, 1, 1, 12)12 - AIC:323.3246684252259\n",
      "ARIMA(0, 1, 1)x(0, 0, 0, 12)12 - AIC:1371.1872602337821\n",
      "ARIMA(0, 1, 1)x(0, 0, 1, 12)12 - AIC:1101.841073430302\n",
      "ARIMA(0, 1, 1)x(0, 1, 0, 12)12 - AIC:587.9479710305945\n",
      "ARIMA(0, 1, 1)x(0, 1, 1, 12)12 - AIC:302.49490004322627\n",
      "ARIMA(0, 1, 1)x(1, 0, 0, 12)12 - AIC:584.43335331754\n",
      "ARIMA(0, 1, 1)x(1, 0, 1, 12)12 - AIC:337.19990507659486\n",
      "ARIMA(0, 1, 1)x(1, 1, 0, 12)12 - AIC:433.0863608111345\n",
      "ARIMA(0, 1, 1)x(1, 1, 1, 12)12 - AIC:281.5190186007022\n",
      "ARIMA(1, 0, 0)x(0, 0, 0, 12)12 - AIC:1676.8881767362059\n",
      "ARIMA(1, 0, 0)x(0, 0, 1, 12)12 - AIC:1241.9354052957349\n",
      "ARIMA(1, 0, 0)x(0, 1, 0, 12)12 - AIC:624.2602350139374\n",
      "ARIMA(1, 0, 0)x(0, 1, 1, 12)12 - AIC:341.2896614148483\n",
      "ARIMA(1, 0, 0)x(1, 0, 0, 12)12 - AIC:579.3895879780829\n",
      "ARIMA(1, 0, 0)x(1, 0, 1, 12)12 - AIC:370.59090712500847\n",
      "ARIMA(1, 0, 0)x(1, 1, 0, 12)12 - AIC:476.05004291376633\n",
      "ARIMA(1, 0, 0)x(1, 1, 1, 12)12 - AIC:329.5844950559236\n",
      "ARIMA(1, 0, 1)x(0, 0, 0, 12)12 - AIC:1372.6085881811925\n",
      "ARIMA(1, 0, 1)x(0, 0, 1, 12)12 - AIC:1199.4888138039\n",
      "ARIMA(1, 0, 1)x(0, 1, 0, 12)12 - AIC:586.4485732784767\n",
      "ARIMA(1, 0, 1)x(0, 1, 1, 12)12 - AIC:305.62738233025107\n",
      "ARIMA(1, 0, 1)x(1, 0, 0, 12)12 - AIC:587.1680057155711\n",
      "ARIMA(1, 0, 1)x(1, 0, 1, 12)12 - AIC:397.19834101726735\n",
      "ARIMA(1, 0, 1)x(1, 1, 0, 12)12 - AIC:433.5469464449948\n",
      "ARIMA(1, 0, 1)x(1, 1, 1, 12)12 - AIC:285.7651797081205\n",
      "ARIMA(1, 1, 0)x(0, 0, 0, 12)12 - AIC:1324.3111127324569\n",
      "ARIMA(1, 1, 0)x(0, 0, 1, 12)12 - AIC:1060.9351914437057\n",
      "ARIMA(1, 1, 0)x(0, 1, 0, 12)12 - AIC:600.7412682810998\n",
      "ARIMA(1, 1, 0)x(0, 1, 1, 12)12 - AIC:312.13296325809864\n",
      "ARIMA(1, 1, 0)x(1, 0, 0, 12)12 - AIC:593.6637754880318\n",
      "ARIMA(1, 1, 0)x(1, 0, 1, 12)12 - AIC:349.20914596924376\n",
      "ARIMA(1, 1, 0)x(1, 1, 0, 12)12 - AIC:440.1375884269805\n",
      "ARIMA(1, 1, 0)x(1, 1, 1, 12)12 - AIC:293.7426223879319\n",
      "ARIMA(1, 1, 1)x(0, 0, 0, 12)12 - AIC:1262.654554246474\n",
      "ARIMA(1, 1, 1)x(0, 0, 1, 12)12 - AIC:1052.063672406038\n",
      "ARIMA(1, 1, 1)x(0, 1, 0, 12)12 - AIC:581.309993488743\n",
      "ARIMA(1, 1, 1)x(0, 1, 1, 12)12 - AIC:295.9374057901043\n",
      "ARIMA(1, 1, 1)x(1, 0, 0, 12)12 - AIC:576.8647111558432\n",
      "ARIMA(1, 1, 1)x(1, 0, 1, 12)12 - AIC:327.90491237337596\n",
      "ARIMA(1, 1, 1)x(1, 1, 0, 12)12 - AIC:428.6024633149382\n",
      "ARIMA(1, 1, 1)x(1, 1, 1, 12)12 - AIC:277.7802211114582\n"
     ]
    }
   ],
   "source": [
    "warnings.filterwarnings(\"ignore\") # specify to ignore warning messages\n",
    "\n",
    "for param in pdq:\n",
    "    for param_seasonal in seasonal_pdq:\n",
    "        try:\n",
    "            mod = sm.tsa.statespace.SARIMAX(y,\n",
    "                                            order=param,\n",
    "                                            seasonal_order=param_seasonal,\n",
    "                                            enforce_stationarity=False,\n",
    "                                            enforce_invertibility=False)\n",
    "\n",
    "            results = mod.fit()\n",
    "\n",
    "            print('ARIMA{}x{}12 - AIC:{}'.format(param, param_seasonal, results.aic))\n",
    "        except:\n",
    "            continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1          0.3183      0.092      3.443      0.001       0.137       0.499\n",
      "ma.L1         -0.6255      0.077     -8.167      0.000      -0.776      -0.475\n",
      "ar.S.L12       0.0010      0.001      1.732      0.083      -0.000       0.002\n",
      "ma.S.L12      -0.8769      0.026    -33.808      0.000      -0.928      -0.826\n",
      "sigma2         0.0972      0.004     22.633      0.000       0.089       0.106\n",
      "==============================================================================\n"
     ]
    }
   ],
   "source": [
    "mod = sm.tsa.statespace.SARIMAX(y,\n",
    "                                order=(1, 1, 1),\n",
    "                                seasonal_order=(1, 1, 1, 12),\n",
    "                                enforce_stationarity=False,\n",
    "                                enforce_invertibility=False)\n",
    "\n",
    "results = mod.fit()\n",
    "\n",
    "print(results.summary().tables[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results.plot_diagnostics(figsize=(15, 12))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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